Remote Diagram Reasoning Evaluator (Contractor)

AuraOne, Inc.; United States; Remote; USD 28,000 - 41,000; Part time

Job summary

AuraOne, Inc. is seeking a Diagram Reasoning Model Evaluator for its remote evaluation track. You will review prompts and outputs, apply the quality rubric, label edge cases, and provide structured feedback that can retrain the model.

You will compare paired responses, assign severity tags, and document recurring failures. Strong written reasoning and attention to detail are essential. This CONTRACTOR role offers remote work within the US and requires about 10 hours per week.

Qualifications

• Prior evaluation, annotation, or human-rater experience on diagram reasoning model evaluation or adjacent content.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and the rubric clause being applied.
• Strong attention to detail and the ability to flag when a prompt is the problem.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate diagram reasoning model evaluation outputs against a versioned rubric and assign severity tags.
• Compare paired responses and select the stronger answer with rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them for rubric updates.
• Maintain reviewer-quality scores by calibrating against gold-standard examples weekly.
• Document recurring failure modes to guide next training runs.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Diagram reasoning

Multimodal evaluation

Cross-modal reasoning

Grounding review

Reasoning

Job description

AuraOne, Inc. is seeking a Diagram Reasoning Model Evaluator for its remote evaluation track. You will review prompts and outputs, apply the quality rubric, label edge cases, and provide structured feedback that can retrain the model.

You will compare paired responses, assign severity tags, and document recurring failures. Strong written reasoning and attention to detail are essential. This CONTRACTOR role offers remote work within the US and requires about 10 hours per week.